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๐Ÿ–ฅ Python Machine Learning Notebooks (Tutorial style)

๐Ÿ”— Link: https://machine-learning-with-python.readthedocs.io/en/latest/

๐ŸŒ http://www.tgoop.com/codeprogrammer โœ…๏ธ
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๐Ÿค– Mistral has released a neural network that knows more than 80 programming languages. Codestral surpasses such giants as Llama-3 and CodeLlama, as well as... GPT-4o, and yet weighs three times less!

This model knows how to write and improve code, suggests the best solutions to problems and even knows design patterns. You can connect it to your projects via API or just use it in VS Code. For olds: the neural network even knows Fortran and COBOL.

Use it here or directly in your browser here.

#GPT4 #AI #PYTHON

๐ŸŒ http://www.tgoop.com/codeprogrammer โœ…๏ธ
๐Ÿš€ Top 10 YouTube Channels to Explore AI

Weโ€™ve carefully selected the best YouTube channels for diving deep into AI:

1. Sentdex: Python and machine learning tutorials.
2. Two Minute Papers: Quick AI research summaries.
3. Siraj Raval: Accessible AI education.
4. TensorFlow: Tutorials and demos on this open-source library.
5. Lex Fridman: Interviews with AI experts.
6. Matt Wolfe: AI news, reviews, and tutorials.
7. AI Explained: Simplifying complex AI concepts.
8. DeepLearning.AI: Courses by Andrew Ng.
9. Yannic Kilcher: Practical AI tutorials.
10. Data School: Data science and machine learning tutorials.

Check out these channels for more!

#AI #MACHINELEARNING #PYTHON

๐ŸŒ http://www.tgoop.com/codeprogrammer โœ…๏ธ
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๐Ÿ–ฅ Python cheat sheet, which contains small scripts for solving everyday problems

By the way, here are some of them:

โœ”๏ธ add the sample.txt file to the .tar.gz archive:
import tarfile
with tarfile.open('sample.tar.gz', 'w:gz') as tar:
tar.add('sample.txt')


โœ”๏ธ clear output of differences between strings
import difflib
diff = difflib.ndiff('one\ntwo\nthree\n'.splitlines(keepends=True),
'ore\ntree\nemu\n'.splitlines(keepends=True))
print(''.join(diff))


๐Ÿ“Ž Crib โœ”๏ธ #python

๐ŸŒ http://www.tgoop.com/codeprogrammer โœ…๏ธ
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๐Ÿ“Œ Big road map from William Brown: how and what to study for development in the field of generative neural networks and AI

Here are tons of useful links for each section, some of these links have already been posted in the channel, for example, links to incredibly useful tutorials from Lilian Weng .
Here are the main sections that this roadmap covers:
โœ”๏ธ time series analysis, Markov models
โœ”๏ธ recurrent neural networks, LSTM and GRU,
โœ”๏ธ working with language: tokenization, etc.
โœ”๏ธ fine tuning methods for LLM
โœ”๏ธ LLM assessment and benchmarks
โœ”๏ธ LLM optimization: quantization
โœ”๏ธ context scaling
โœ”๏ธ GAN, diffusion models
โœ”๏ธ multimodal models

โ˜„๏ธ Roadmap ๐Ÿ˜ฎ

#python #deeplearning #ML

๐ŸŒ http://www.tgoop.com/codeprogrammer โœ…๏ธ
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๐Ÿ“ฑ Aider - AI-partner for programming with console interface

Aider got the top score on SWE Bench, a challenging benchmark in which Aider solved real-world problems on #GitHub from popular open source projects like #django, #scikitlearn, #matplotlib, etc.

๐Ÿ–ฅ GitHub

๐ŸŸก Docs

๐ŸŒ http://www.tgoop.com/codeprogrammer
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๐ŸŽ Lisa has given away over $100,000 in the last 30 days. Every single one of her subscribers is making money.

She is a professional trader and broadcasts her way of making money trading on her channel EVERY subscriber she has helped, and she will help you.

๐Ÿง  Do this and she will help you earn :

1. Subscribe to her channel
2. Write โ€œGIFTโ€ to her private messages
3. Follow her channel and trade with her. Repeat transactions after her = earn a lot of money.

Subscribe ๐Ÿ‘‡๐Ÿป
https://www.tgoop.com/+VwDs29eEzRA5MTAx
๐Ÿค– The most huge collection of cheats for ChatGPT!

With these chips the AI will work without limits, gossip about everything in the world without fear of bans, and respond in ways that OpenAI has never even dreamed of. There are many other chips that will make the neural network much smarter and more accurate.

๐Ÿ‘ฉโ€๐Ÿ’ป๐Ÿง‘โ€๐Ÿ’ป โžก๏ธ Here ๐Ÿค– โฌ…๏ธ ๐Ÿ‘ฉโ€๐Ÿ’ป๐Ÿ‘จโ€๐Ÿ’ป

โญ๏ธ http://www.tgoop.com/codeprogrammer
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@codeprogrammer Scientific Python Lectures.pdf
18.7 MB
๐Ÿ–ฅ Scientific Python Lectures (2024)

โœ… Scientific Python Lectures
Gaรซl Varoquaux, Emmanuelle Gouillart, Olav Vahtras Pierre de Buyl, and many others.

โญ๏ธ http://www.tgoop.com/codeprogrammer
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๐Ÿ–ฅ Downloading a YouTube Playlist using Python

Click Me Load More YouTube playlist using Python.

โญ๏ธ http://www.tgoop.com/codeprogrammer
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๐Ÿ”บ 10 free MIT data science courses

โ˜„๏ธ If you have started learning data science, improve your learning level right now with the courses of prestigious universities and institutions in the world such as Stanford, Harvard and MIT, which are the first in the field of data science.

โœ… Here I have put the top 10 free MIT data science courses for you in 2024. ๐Ÿ‘‡

๐Ÿท MIT University's free data science courses

โ”ค
โœ… Computational thinking and data science introductory course
โ”ค
โœ… machine learning course with Python
โ”ค
โœ… Computer science and programming course with Python
โ”ค
โœ… Supply chain analysis course
โ”ค
โœ… Understanding the world through data course
โ”ค
โœ… Computational thinking course for modeling and simulation
โ”ค
โœ… Probability Course - Science of Uncertainty and Data
โ”ค
โœ… The course of principles of production processes
โ”ค
โœ… Principles and basics of statistics and probability course
โ”˜
โœ… The course of becoming an entrepreneur

๐Ÿ‘‰ BEST DATA SCIENCE CHANNELS ON TELEGRAM ๐Ÿ‘ˆ

https://www.tgoop.com/addlist/8_rRW2scgfRhOTc0
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WebScraping with Gen AI

During this session, we'll explore the following topics:

1๏ธโƒฃ Basics of Web Scraping:
Understand the fundamental concepts and techniques of web scraping and its legal and ethical considerations.

2๏ธโƒฃ Scraping with Gen AI:
Discover how Gen AI revolutionizes the web scraping landscape with real-world examples.

3๏ธโƒฃ Jina Reader API:
Get acquainted with the Jina Reader API, a powerful tool for obtaining LLM-friendly input from URLs or web searches.

4๏ธโƒฃ ScrapeGraphAI:
Dive into ScrapeGraphAI, a groundbreaking Python library that combines LLMs and direct graph logic for creating robust scraping pipelines.

Event Details:
๐Ÿ—“ Date: 22 June, Saturday
โฐ Time: 11:00 AM IST
๐Ÿ”— Register now: https://www.buildfastwithai.com/events/web-scraping-with-gen-ai

Connect with Founder from IIT Delhi;
https://www.linkedin.com/in/satvik-paramkusham/
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๐Ÿ”บ Data science learning roadmap in 2024

๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป If you want to start learning data science from scratch in 2024, this roadmap can be a great starting point for you.๐Ÿ‘Œ๐Ÿผ


1๏ธโƒฃ Basics of data science

๐Ÿท Statistics and probability
โ—พโ”˜๏ธ
link: Statistics & Probability

๐Ÿท Linear Algebra
โ”˜
โ—ฝ๏ธ link: Essence of Linear Algebra


2๏ธโƒฃ Programming language

๐Ÿท Python
โ—พโ”˜๏ธ
link: Learn Python 3


3๏ธโƒฃ Data analysis and manipulation

๐Ÿท Pandas library
โ—พโ”˜๏ธ
link: pandas documentation

๐Ÿท Data preparation with Pandas
Link
: Data Wrangling with Pandas

๐Ÿท NumPy library
โ—พโ”˜๏ธ
link: NumPy documentation


4๏ธโƒฃ Data visualization

๐Ÿท Matplotlib and Seaborn library
โ—พโ”˜๏ธ
Link: Matplotlib / seaborn

๐Ÿท Tableau Public platform
Link
: Tableau Public


5๏ธโƒฃ Principles of machine learning

๐Ÿท scikit-learn library
โ—พโ”˜๏ธ
link: scikit-learn


6๏ธโƒฃ Learning algorithms

๐Ÿท Hands-On Machine Learning book
โ—พโ”˜๏ธ
link: Hands-On ML


7๏ธโƒฃ Deep learning

๐Ÿท TensorFlow library
โ—พโ”˜๏ธ
link: TensorFlow Tutorial

๐Ÿท PyTorch library
โ—พโ”˜๏ธ
Link: PyTorch Documentation


8๏ธโƒฃ Big data technologies

๐Ÿท Spark framework course
โ—พโ”˜๏ธ
Link: Spark Course


9๏ธโƒฃ Advanced topics

๐Ÿท Natural language processing course in Python
โ—พโ”˜๏ธ
link: NLP in Python


1๏ธโƒฃ Share your projects on Kaggle and GitHub

๐Ÿท Kaggle platform
โ—พโ”˜๏ธ
link: Kaggle

๐Ÿท GitHub platform
โ—พโ”˜๏ธ
Link: GitHub

โญ๏ธ http://www.tgoop.com/codeprogrammer
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2025/07/08 07:38:01
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